[HN Gopher] Bots are getting good at mimicking engagement
       ___________________________________________________________________
        
       Bots are getting good at mimicking engagement
        
       Author : simul007
       Score  : 336 points
       Date   : 2025-10-15 11:11 UTC (11 hours ago)
        
 (HTM) web link (joindatacops.com)
 (TXT) w3m dump (joindatacops.com)
        
       | simul007 wrote:
       | Hi HN. I run a marketing agency and fell down this rabbit hole
       | after a client's analytics made no sense (50k visitors, 47
       | sales). I ended up building a simple script to track user
       | behavior and analyzed 200+ small e-commerce sites. The average
       | was 73% bot traffic that standard analytics counts as real.
       | 
       | The bots are getting creepily good at mimicking engagement. I
       | wrote up my findings, including some of the bizarre patterns I
       | saw and the off-the-record conversations I had with ad tech
       | insiders. It seems like a massive, open secret that nobody wants
       | to talk about because the whole system is propped up by it.
       | 
       | I'm curious if other developers, founders, or marketers here have
       | seen similar discrepancies in their own data.
        
         | PaulHoule wrote:
         | "All clicks are click fraud" isn't that far from the truth.
        
           | SoftTalker wrote:
           | I've never intentionally clicked on an ad, ever. I've
           | accidentally clicked a few, due to tricks or fat fingers.
        
             | jpadkins wrote:
             | Did you read the article? If so, you clicked on an ad. This
             | blog post was an ad for datacops.
        
               | hombre_fatal wrote:
               | And if you've ever scrolled social media or used the
               | internet at all, you've read and clicked ads.
               | 
               | Only considering old school "Ads by google" banners as
               | ads and then patting yourself on the back for never
               | clicking them is pretty faint praise for your ad evasion
               | skills.
        
               | SoftTalker wrote:
               | No, of course I've read longer form posts and then
               | realized they were just there for product placement, or
               | affilate links, etc.
               | 
               | I don't click display ads or links to Amazon or YouTube
               | listings, etc. If I want to buy something I try to go
               | directly to the manufacture's site and search for it
               | there. If I have to go to a third party sales platform
               | I'll go there and search for the thing I want.
               | 
               | I rarely click on YouTube recommedations, because they
               | are more and more just AI slop. I subscribe to people
               | whose content is interesting, and that's the vast
               | majority of what I watch.
        
             | speedgoose wrote:
             | You never watched a YouTube video that was some kind of
             | teleshopping show ?
        
             | PaulHoule wrote:
             | Ah... I remember back when Anandtech would run a monthly
             | roundup of hard drives that would usually insist that you
             | pay another $150-$200 for a hard drive because
             | hypothetically the more esoteric consumer SKUs were 3db
             | softer or consumed 0.2W less than the mass-produced least-
             | cost enterprise Seagates. [1] They unquestioningly quoted
             | the spec sheets and never did any tests whereas everyone
             | knows you can't trust spec sheets when it comes to noise
             | and power.
             | 
             | The thing was that site kept reflowing the layout over and
             | over again and I think the point was that they were hoping
             | you were going to click on something you saw on the sidebar
             | and then it would reflow and an ad would be there right at
             | the second when you clicked and then... Ka-Ching!
             | 
             | [1] Funny reversal that the enterprise product is mass
             | market and the consumer product is overpriced if not gold-
             | plated.
        
           | Nasrudith wrote:
           | Yeah. Even in the extremely rare circumstance where if I
           | actually want to see more about the product I specifically
           | search it instead of clicking on it because everyone knows
           | clicking on the ad is how you get infected, spied, on or
           | scammed. And I think they already discarded 'views' long ago
           | as too useless ironically.
        
         | yellow_lead wrote:
         | This is so common, I find it strange to see a whole article
         | framing it as a shocking phenomenon. Like, have you heard of
         | PostHog?
        
           | urbandw311er wrote:
           | What do you mean re Posthog?
        
         | rightbyte wrote:
         | What do you think is the false negative ratio of the remaining
         | 27%? A 0.1% total conversion rate would imply 1/270 visitors
         | buying stuff and I am quite certain I buy stuff in maybe every
         | 10th online store I visit or something.
        
         | criddell wrote:
         | Does it really matter if it's all fraud? You track 47 sales
         | over some period. What was the ad spend for that period?
         | Combine that with previous data and that should be enough to
         | figure out if it was a successful campaign or not.
         | 
         | When a company puts up a billboard or an ad on the bus, they
         | don't care if the ad is seen by dashcams and dogs. All that
         | matters is impact on the bottom line.
        
           | nemomarx wrote:
           | If you could pay for web ads in the same way you could pay
           | for a billboard (flat rate per period of time) yeah that
           | would help. if you pay per impression or view or click you
           | have some other issues
        
             | giancarlostoro wrote:
             | I love when I see websites that do this. They are just rare
             | enough, but I appreciate them for existing.
        
           | processing wrote:
           | yes, the co is likely spending big money on retargeting to
           | bring back a potential customer to sell what the bot clicked
           | on to generate retargeting. it's fraud and costing the
           | company money.
        
           | boplicity wrote:
           | It makes optimizing your ads significantly harder. Imagine
           | trying to understand traffic flow on a freeway when 99.9% of
           | cars are just projected illusions. Not fun.
           | 
           | Effective advertising depends on iterative testing, which is
           | very hard if the signal to noise ratio is way off.
        
           | paulcole wrote:
           | > Does it really matter if it's all fraud
           | 
           | Uh, yes.
           | 
           | If you get 47 sales on $10k in ad spend (pay per click) and
           | $9900 of that $10k was fraudulent then you got 47 sales on
           | $100 of ad spend. Imagine if you could stop those fraudulent
           | clicks.
        
             | dangus wrote:
             | The point is, if $10k brings in 47 sales and that's not
             | enough then you stop buying those ads. It doesn't really
             | matter why it's not working. You take your marketing spend
             | elsewhere.
             | 
             | You can't stop fraudulent clicks just like you can't stop
             | your SuperBowl ad from playing while your viewers are in
             | the bathroom. How much of ESPN's viewership happens at bars
             | where nobody is watching?
             | 
             | At some point it's not reasonable to expect ad networks to
             | be able to stop sophisticated bots or exclude them from
             | your billed impressions.
             | 
             | They should definitely try to minimize it if they want to
             | maintain the value of their impressions but I think there
             | is a good argument that OP just isn't the right customer
             | for this type of advertisement.
             | 
             | If you're trying to sell a t-shirt you don't hire a
             | salesperson to cold call people, maybe OP shouldn't be
             | using web ads in the first place. If fraud was cut down by
             | half would their situation really be that much better?
        
               | ccortes wrote:
               | > It doesn't really matter why it's not working.
               | 
               | It does, because it changes the strategy.
               | 
               | If you think the ads are working and have 10k potential
               | customers then you start thinking about how to increase
               | your conversion rate thinking you could get a chunk of
               | those 10k, you might think distribution is solved.
               | 
               | But if it turns out only 2.5k are real humans then your
               | conversion rate might not even be an issue and it's just
               | the marketing strategy that needs tweaking.
               | 
               | The whole point is that they are giving you fraudulent
               | traffic which you use as real data to figure out the next
               | steps. If you don't know it's fraudulent or how much of
               | the clicks are fraudulent then you are taking decisions
               | under the wrong assumptions.
               | 
               | > You can't stop fraudulent clicks just like you can't
               | stop your SuperBowl ad from playing while your viewers
               | are in the bathroom
               | 
               | That's not even a good analogy, we are taking clicks, not
               | impressions.
        
               | paulcole wrote:
               | > You can't stop fraudulent clicks just like you can't
               | stop your SuperBowl ad from playing while your viewers
               | are in the bathroom
               | 
               | Yes, you literally can stop fraudulent clicks. I'm not
               | sure where you get the idea that it's not possible?
               | 
               | This is nothing like the Super Bowl analogy.
        
             | whistle650 wrote:
             | And imagine how much more you'd have to pay for each of
             | those clicks if everyone could stop those fraudulent
             | clicks. In equilibrium it shouldn't change the total ad
             | spend.
        
               | arichard123 wrote:
               | But if you're the only one doing it because the
               | competition haven't figured it out, then you win in until
               | they do. You can outbid on each ad.
        
               | whistle650 wrote:
               | That's true. But you probably can't. At least any more
               | than others. It's a systemic issue in the ad network
               | ecosystem which you don't have much control over. If you
               | can figure it out, odds are lots of others can too.
               | People do assess the quality of traffic sources and do
               | check the return on ad spend. It's that system wide
               | process that keeps the return on ad spend roughly
               | constant.
               | 
               | The point here, for me, is that a microeconomic
               | perspective on this whole question is more salient than a
               | purely technical one.
        
               | ccortes wrote:
               | That's the point, without the fraudulent clicks you would
               | just move on to some other strategy because the pricing
               | would not be worth it.
               | 
               | Fake clicks give the illusion that ads are working and
               | instead you have to optimize your funnel or whatever
               | else.
        
               | rockskon wrote:
               | A properly informed market is a more efficient market.
               | 
               | The online ad market is extremely inefficient because it
               | has no idea how much ad spend is even reaching people.
        
               | bluGill wrote:
               | You should have a good idea. How to know if an ad reaches
               | people had been extensively studied for a lot longer than
               | the internet even existed. Newspapers don't have clicks,
               | but you still need to know if you ad works. Even on the
               | internet, a large part of the value of ads are see the
               | ad, buy latter without clicking on the ad. We can track
               | this: do it.
        
               | paulcole wrote:
               | The ad spend itself is not the issue.
               | 
               | I am fine with spending $10,000 on ads (or whatever
               | amount).
               | 
               | The issue is that when I know $5,000 of it was spent on
               | clicks that had 0% chance to convert. For every
               | fraudulent click I can block/prevent that is one more
               | click that can be made by a real person who may actually
               | make a purchase.
        
             | kingstnap wrote:
             | You can't just "ignore" fraudulent clicks as though those
             | aren't baked into the original price. The only thing you
             | should care about is your own sales vs your own ad spend.
             | 
             | Your calculations make as much sense as pouring out 90% of
             | a can of beer, claiming you have just made vodka, and
             | simultaneously trying to pay only for the 10% of beer that
             | is left.
        
               | candiddevmike wrote:
               | Why are fraudulent clicks my problem? Why should I pay
               | for them?
        
               | garciasn wrote:
               | In my extensive experience, you take irrefutable evidence
               | back to the ad platforms and they provide 'make goods'
               | after the fact for those fraudulent visitors.
               | 
               | The entire premise of the article is quite accurate and
               | most companies are spending money on third-parties to do
               | what this guy has done to recoup fraudulent spends; so,
               | none of this is new to the industry. Everyone knows it's
               | happening and it's all part of the gig; it benefits
               | everyone except those spending so little is truly done to
               | correct it.
        
               | bluGill wrote:
               | They are not your problem. You paid $10k for 47 sales
               | (that is the original example numbers) - is this a good
               | value is the question you need to ask. If this is not
               | good value then you don't advertise there at all, if it
               | is you pay the price.
               | 
               | It is the ad network's problem because they are showing
               | ads to all those bots which costs them. It is also the ad
               | networks problem in that they are not effective - maybe
               | for your $10k for 47 sales is good enough, but for most
               | it isn't and so they lose customers who pay attention to
               | value. It is also their problem in that by giving a false
               | number of views they lose some face, but this is always a
               | proxy that isn't of much value to anyone.
               | 
               | The more important thing that is your problem is
               | verifying the ads are worth it. How do you know the ad
               | resulted in 47 sales. A large number of adds should be
               | buy this in the future not today, and thus clicks are the
               | wrong measure.
        
               | paulcole wrote:
               | > The only thing you should care about is your own sales
               | vs your own ad spend.
               | 
               | You do understand that when I stop/reduce the fraudulent
               | clicks that leaves extra ad budget available to be spent
               | by clicks from real people who will actually buy things.
               | 
               | I have 0 incentive to not work to stop/reduce the
               | fraudulent clicks. My ad spend stays the same but my
               | sales go up.
        
           | dangus wrote:
           | I was about to say something similar to this.
           | 
           | You aren't paying for conversion rate, you are paying for a
           | link being put on a website when a query is made. You can't
           | control whether a bot follows that link. You can't control
           | how sophisticated that bot is. You can't expect an advertiser
           | to filter out every type of illegitimate traffic (although it
           | sounds like they probably have the capability to filter out
           | more but don't have any incentive to do so).
           | 
           | I have seen recommendations from across the Internet to not
           | bother with Google ads and other similar paid ad services.
           | It's basically like paying for a cold lead, you're attracting
           | one of the least interested types of customers.
           | 
           | The recommendation I've always seen is that it's better to
           | build legitimate interest in your product by producing
           | content. Or perhaps move to an advertising platform where
           | there's more of a guarantee of reaching human users.
           | 
           | But still, I've heard that trying to spend customer
           | acquisition dollars on one-time purchases is a losing battle.
           | 
           | If Tesla was able to start a massive car company without
           | buying ads you can go without AdWords, too.
        
             | hermitcrab wrote:
             | >I have seen recommendations from across the Internet to
             | not bother with Google ads and other similar paid ad
             | services. It's basically like paying for a cold lead,
             | you're attracting one of the least interested types of
             | customers.
             | 
             | Google Ads used to be very effective. You are catching the
             | punter as they are actually looking for a solution to their
             | problem. However Google have inflated bids and increased
             | the complexity to the point where very few people can make
             | a decent return now.
             | 
             | >The recommendation I've always seen is that it's better to
             | build legitimate interest in your product by producing
             | content.
             | 
             | That is becoming rapidly less true as AIs steal all the
             | traffic.
             | 
             | >If Tesla was able to start a massive car company without
             | buying ads you can go without AdWords, too.
             | 
             | We can't all be Teslas.
        
           | whistle650 wrote:
           | This is the key point. Ads and clicks etc are priced in a
           | competitive market. If they don't deliver the ROI because of
           | bots, then people (including the allegedly hopelessly
           | confused e-commerce retailers) would pay less for the same
           | amount of traffic. It may be annoying (and the cost of
           | dealing with that annoyance would further drive down the
           | price paid for the traffic). But what matters is that an
           | e-commerce site is profitable (enough) after the ad spend,
           | period. If they are not, why do they spend what they spend on
           | the ads?
        
             | pixl97 wrote:
             | Google is a competitive ad market?
        
               | toast0 wrote:
               | There are certainly competition concerns about Google's
               | advertising programs.
               | 
               | But within their advertising market, you compete for
               | placement with other advertisers. If everyone is getting
               | lots of fraud traffic, presumably they adjust their bids
               | for it, if you're getting outbid consistently, it's
               | reasonable to expect that the other advertisers are
               | either getting a better ROI or they have a lower ROI
               | target than you do.
               | 
               | About a million years ago, I was on a team that had a
               | significant ad program, and it was primarily data driven,
               | we'd come up with keywords to advertise on, measure the
               | results and adjust our bids. With a little bit of manual
               | work to filter out inappropriate keywords or to allow a
               | lower ROI on "important" keywords. Of course, our revenue
               | was largely also from advertising, so it was a bit
               | circular.
        
               | bluGill wrote:
               | At google I would expect no. However I don't understand
               | why other "portals" are not running their own ads (some
               | are of course - but I think more should). If you are a
               | portal your value is the eyeballs you sell to
               | advertisers, so why are you out soucing this critical
               | part of your business value? This needs to be a core
               | competency you keep in house.
        
           | zurfer wrote:
           | Yes it matters because Google ad spend is just one way to
           | market and it's harder to attribute sales if there is a lot
           | of fraud making it more inefficient.
        
           | fukka42 wrote:
           | Of course. It means you're being scammed by your advertising
           | partner (Google).
        
           | ceedan wrote:
           | yes, it matters.
        
           | bad_haircut72 wrote:
           | When you talk to Google sales they want to know how much you
           | make per customer, so theyre able to figure out exactly how
           | much they could charge to take 80% of the margin. The cream
           | on top is taken by Google in the form of fake bot clicks.
        
             | bluGill wrote:
             | IF you have things right - which Google has incentive to
             | see to it that you don't - this makes no difference.
             | Because the real measure isn't how much you make per
             | customer, (including those who come by other means) - it
             | people who didn't click on the ad even though seeing it was
             | a part of their decision to buy (they saw the ad on their
             | phone and told their wife who bought it). If you are doing
             | proper add effectiveness measurement you get this data (it
             | is messy data).
             | 
             | Remember what matters is how the ad affects the bottom
             | line. Everything else is just a proxy - you need to check
             | to see if your proxies are good enough.
        
           | jklinger410 wrote:
           | Because the digital ads environment has promised more data.
           | That is slowly falling apart, but it has been expected for a
           | decade or so now.
        
             | Nasrudith wrote:
             | Sounds like the bots might eventually restore privacy by
             | accident by making the additional data all dross, leaving
             | only sales correlative modeling.
        
               | jklinger410 wrote:
               | Yes, that is more or less what is happening now, but also
               | driven by AI. All marketing is moving back "up the
               | funnel."
        
           | stronglikedan wrote:
           | > they don't care if the ad is seen by dashcams and dogs
           | 
           | they also don't get charged retroactively for each dashcam
           | and dog that looks at the billboard
        
           | marcosdumay wrote:
           | You may be able to cancel out the numbers if the rate of
           | fraud to real clicks is stable.
           | 
           | But it's incredibly unlikely that the amount of fraud is
           | stable, any attention from a small player can generate enough
           | volume to eclipse all of the background. Thus no, you can't
           | just account for it on your calculation.
           | 
           | When a company puts up a billboard, it doesn't get taken down
           | because a flock of birds passed by before anyone could look
           | at it.
        
           | Cthulhu_ wrote:
           | It depends on whether the ad engagement / views were real
           | people or bots - if you're a competitor, then using bots to
           | use up your competitor's ad budget is a strategy.
           | 
           | If you display ads on your website, then sure, it doesn't
           | matter if a bot or real person viewed/clicked on your ad if
           | you get paid regardless - to the point where there's a big
           | industry of putting ads on sites then having bots engage with
           | the site and its ads.
           | 
           | Billboards are a bit different because that's paid per week /
           | month, but internet ads are paid per impression or click.
        
             | rockskon wrote:
             | If it's on your website then they'd be taking up bandwidth
             | you gotta pay for.
        
           | lurk2 wrote:
           | > When a company puts up a billboard or an ad on the bus,
           | they don't care if the ad is seen by dashcams and dogs.
           | 
           | Billboards sell for flat rates, online advertising is sold on
           | the basis of impressions.
        
             | criddell wrote:
             | Billboard rates are based on impressions too. A billboard
             | along a busy road is more expensive than one out in the
             | sticks.
        
               | lurk2 wrote:
               | The pricing of a billboard is based on projected
               | impressions but is decoupled from the billboard's actual
               | impressions. You pay the flat rate based on projected
               | impressions. It doesn't subsequently matter if an army of
               | robots passes through and views the billboard 10,000
               | times, because the original projected audience should
               | still see the billboard. You're getting what you paid
               | for. It's also possible the projections are erroneous,
               | fraudulent, or that the actual impressions just don't
               | follow the projected impressions for some other reason.
               | This is the advantage of advertising online--if you pay
               | for 10,000 views, the ad runs until you get them.
               | 
               | Contrast the billboard with an online ad: If you pay for
               | 10,000 impressions, and 9,000 of those impressions end up
               | being automated traffic, then you've effectively lost 90%
               | of your advertising budget. Like you mentioned, ad buyers
               | can and do account for this, so it's not clear that it's
               | as big of a problem as this thread is making it out to
               | be. The theory I see thrown around is that Meta and
               | Alphabet are tacitly allowing this bot traffic to
               | continue (or even that they are responsible for it
               | themselves) because it allows them to sell another round
               | of ads, but if this is what is going on it isn't clear
               | why firms would keep buying ads that aren't converting.
        
         | seviu wrote:
         | I once worked for the yellow pages in Switzerland. Our paid
         | clients had a dashboard which reported how many users visited
         | their business entry.
         | 
         | We at engineering decided to filter out bots. Figures fell
         | dramatically by more than 50%.
         | 
         | In less that a day business mandated us to remove the filter.
         | 
         | Bots are real people after all
        
           | PedroBatista wrote:
           | He idea of "reality" and how things work, even if the idea is
           | "they work bad", is more important than any other argument or
           | reality. That's true at personal level and even truer at any
           | organizational level.
        
             | wholinator2 wrote:
             | Well yes but seems business has decided truth is worth less
             | than money. Or now that i think of it, everything is worth
             | less than money. Even, money is the only thing worth
             | anything. They don't care about people, pride, products, or
             | truth.
        
               | nostrademons wrote:
               | I think the way it goes is more "What is true? It's that
               | if I bury this truth, I will have more money."
               | 
               | Interestingly, I think money is increasingly its own
               | falsehood now. A lot of rich people are finding that they
               | pay a lot to get what's basically a scam, like Sam
               | Altman's swimming pool that leaked and ruined the rest of
               | the house [1]. There's a reason that Billionaire's Bunker
               | [2] is entering the cultural zeitgeist despite fairly
               | terrible plotting, dialogue, and acting.
               | 
               | [1] https://fortune.com/2024/07/17/sam-altman-infinity-
               | pool-mans...
               | 
               | [2] https://www.netflix.com/title/81606699
        
           | at-fates-hands wrote:
           | >> In less that a day business mandated us to remove the
           | filter.
           | 
           | Did something similar at a small company I was working at.
           | The VP of marketing sat me down and told me to do the same
           | thing.
           | 
           | After the meeting, I was told by another dev that the VP was
           | tying a monetary value to specific clicks and if I was
           | filtering out the bots, it would make his data look bad and
           | reduce the amount of potential revenue for the company he was
           | touting.
           | 
           | I think you can see how the bots were actually helping him
           | promote how awesome a job he was doing with our web
           | properties to the owners.
        
           | pmarreck wrote:
           | Could you have... maybe _eased it in over time_? So for
           | example, every 4 days, filter out an additional 1% of the
           | traffic detected as fake.
        
             | crdrost wrote:
             | That is worse. Now you have a bunch of companies wondering
             | why their engagement is falling over a whole year, some
             | dude's getting fired for not doing his job, etc. etc.
             | 
             | The correct thing to do, probably, is to just provide the
             | new data to the customer without changing what they were
             | already looking at. So a new widget appears on their
             | dashboard, "52% bot traffic", they click on that, and they
             | see their familiar line chart of "impressions over time"
             | broken down as a stacked line chart, bottom is "human
             | impressions over time," top is "bot impressions over time,"
             | and the percentage that they were looking at is reported
             | either above or beneath the graph for the same time
             | intervals. Thus calling attention to the bottom graph,
             | "human impressions over time," and they can ask your sales
             | people "how do I get THAT number on my normal dashboard?"
             | and they can hem and haw about how you have to upgrade to
             | the Extended Analytics Experience tier for us to display
             | _that_ info and other business nonsense...
             | 
             | Point is, you stimulate curiosity with loud interference
             | rather than quietly interfering with the status quo.
        
               | pmarreck wrote:
               | Fair enough, although in that circumstance I think you'd
               | have to mark the non-human traffic as "unverified
               | traffic" to soften the blow
        
           | Kye wrote:
           | Makes me think of the recent thing where YouTube stopped
           | counting views with ad blockers. The Linus Tech Tips people
           | worked out they were still seeing the same ad impressions and
           | revenue despite views dropping by half. Unfortunately,
           | sponsorship deals are often sold on viewership and I'm not
           | sure even LTT has the clout to convince them nothing is
           | functionally different.
        
             | Gigachad wrote:
             | YouTube didn't stop counting views with ad blockers. It was
             | one blocker extension that added the view counter api to
             | the block list.
        
               | LeifCarrotson wrote:
               | That's splitting hairs, but in a way that's important to
               | the conversation.
               | 
               | If YouTube served gigabytes of the video file for 40
               | munutes and human watched it for that time, but they
               | didn't send a request to `youtube.com/api/stats/atr/` and
               | periodically to `/stats/qoe?`, did the video actually get
               | viewed?
               | 
               | I think a reasonable person would say that the person
               | viewed that video. Only a programmer would suggest that
               | wasn't a view because they didn't properly engage the
               | statistics and tracking endpoints.
               | 
               | But so much of the industry is built on deeply invasive
               | tracking and third-party ad networks that this is a
               | normal thing.
        
               | mrguyorama wrote:
               | Youtube might not really care about accurate view
               | counting in that way. In fact, Youtube likely does not
               | care at all about traffic that won't view an ad, and they
               | have demonstrably been hostile to that traffic for a
               | while. Someday youtube hopes that nobody with an
               | adblocker ever views any video, and has no intention to
               | track their view attempts.
               | 
               | If that causes a problem with Youtubers making a paycheck
               | from external sponsors, _Youtube really really does not
               | care_ , because sponsorships are money that youtube
               | doesn't get!
               | 
               | Youtube is downright hostile to creators who don't make
               | the "right" content, which means new videos at a perfect
               | schedule that all have the exact same "taste" such that
               | viewers can mindlessly consume them in between the actual
               | ad breaks youtube cares about. The more and faster people
               | accept this, the more likely we get improvements.
               | 
               | It took over a year for youtube to agree to let people
               | swear in videos without punishment, including videos that
               | are set as "These are not intended for children", after
               | they unilaterally introduced this swear downranking
               | several years ago.
               | 
               | Youtube cares about Mr Beast and that's about it. If you
               | do not run your channel like Mr Beast, youtube hopes you
               | die painfully and think about your mistake. Youtube
               | actively drives creators making actual art, science,
               | knowledge, and other types of videos to burnout, because
               | Youtube considers creators to be a renewable resource
               | worth exploiting, because there will always be 15 year
               | olds who want to become influencers.
               | 
               | It is not "deeply invasive tracking" or "programmer
               | thinking", it's entirely business. Google's business is
               | _ad views_ , not video views. They want to measure what
               | they care about
        
               | Gigachad wrote:
               | I think most websites would break if a 3rd party script
               | started blocking things. Theres also the fact that view
               | tracking is fairly complex since they need to filter out
               | bots / ad fraud.
               | 
               | And just the fact that if users have a privacy extension
               | blocking the view tracker, is it not just respecting
               | their wishes to not be tracked?
        
               | arccy wrote:
               | if a bot (or whatever latest of download tool) was served
               | gigabytes of video, does that mean a human eventually
               | viewed it? no.
        
           | mapt wrote:
           | This is essentially fraud. Your company was made aware that
           | it was selling a product with wildly different
           | characteristics than advertised, and chose to cover it up.
           | 
           | There are defensible business reasons for this, in having a
           | contract already in place at the old CPM, so being unable to
           | double the CPM and half the views mid-contract... but still
           | pretty much fraud.
        
           | ww520 wrote:
           | Way back when I work in an ad based company, click fraud
           | handling was under my overseeing. We caught about 20 percent
           | of clicks as fraudulent and filtered them out before billing
           | the ad placing vendors. It was a constant battle with the
           | sales team to relax the rules, as any clicks filtered out cut
           | into the sales revenue. Sometimes we got the customers on our
           | side as they ran their own analysis on the billed click
           | report and came back demanding refund as they found a bunch
           | of fraudulent clicks.
        
             | VBprogrammer wrote:
             | Yeah, the incentives there are obviously misaligned. I
             | wonder if there is a potential way of making advertising
             | click through tracking following the "I cut the cake, you
             | chose the slice" model.
             | 
             | Some countries have property taxes where you declare the
             | value and the government retains the right to purchase the
             | property for that value for example.
             | 
             | My first thought was to make the advertising cost driven by
             | revenue on the site. But that just reverses the incentive.
        
         | jklinger410 wrote:
         | > I ended up building a simple script to track user behavior
         | and analyzed 200+ small e-commerce sites.
         | 
         | Why not use Microsoft Clarity?
         | 
         | > The bots are getting creepily good at mimicking engagement.
         | 
         | You would think Google Analytics would help a lot with this,
         | but they seem to not care.
        
           | unbalancedevh wrote:
           | > You would think Google Analytics would help a lot with
           | this, but they seem to not care.
           | 
           | Not just not care, but don't they have incentive to report
           | higher traffic?
        
             | pixl97 wrote:
             | At this point Google is just committing fraud to justify
             | high stock prices.
        
           | hdseggbj wrote:
           | That's like saying why not just live on the dole?
           | 
           | Answer: pride, curiosity, inspiration, creativity, a sense of
           | ownership, integrity, control, vision
           | 
           | I can't believe these concepts are so foreign to so many.
        
             | jklinger410 wrote:
             | Okay, well I'm asking the author why they developed their
             | own analytics tool rather than using an industry standard
             | hoping there's some reason beyond motivational phrases.
             | 
             | Like, asking if there's a real technical reason.
             | 
             | But, go off I guess.
        
         | Theodores wrote:
         | Yes, and a lot of the pain is self-inflicted.
         | 
         | Too often I have been working on ecommerce gigs where the
         | traffic comes from internal 'SEO' tools. Normally the person in
         | charge is marketing, not technical, so it has always been
         | difficult to get past identifying the problem to fixing it.
         | 
         | Often ecommerce companies are very siloed, so one person in one
         | part of the 'team' is scraping the site with their special
         | tools, only for another person to be doing another scrape with
         | their special tools. You can have the guy doing the newsletter
         | doing his thing, the guy doing organic search doing their
         | thing, the guy doing paid ads doing their thing and someone in
         | sales doing their own thing.
         | 
         | The sad thing is that they are typically just a few SQL joins
         | away from exactly the data they want in a format they can
         | digest. However, due to silo-ing, it can be hard to have that
         | conversation.
         | 
         | On top of that, you do get new bots that need to be dealt with.
         | The Huawei bot will scrape everything yet the store might not
         | be delivering to China. So there are legit bots not doing ad
         | fraud that need to be dealt with.
         | 
         | What I also find interesting is that nobody is interested in
         | the server logs. They come for free, and, although not having
         | CDN cache hits, they still record checkout transactions and any
         | pages that don't have a freshly cached page.
         | 
         | Ad fraud also goes on in companies. I worked for a very
         | successful company once and we only measured sales and what was
         | out of stock. We didn't need open rates for emails or click
         | through rates, our main problem was selling too much, which was
         | a nice problem to have. Note that if you sell too much then you
         | aren't going to get it all out the door in a timely fashion, or
         | you run out of big lorries to put the orders in.
         | 
         | Since then I have not worked on a site that is as successful.
         | Instead we have people getting praise for 'false metrics'.
         | Anything an SEO person creates or a marketeer measures will
         | always have some nonsense aspect to it. Or the accounting is
         | mixed with brick and mortar sales even though free shipping and
         | discounts have been given on each sale, with adwords used to
         | get people through the 'door'.
         | 
         | Since sales manager has to report to someone on the board, if
         | the sales numbers aren't good, the nonsense stats can be used
         | to obfuscate the facts. The board only ever care about profit,
         | so I don't like the way this goes down with false metrics of
         | nonsense.
         | 
         | Another fundamental problem in ecommerce is a lack of basic
         | salesmanship. If you work the shop floor doing specialist sales
         | where you have to listen to the customer's needs, then you gain
         | experience in the art of sales. You haven't got to be good at
         | it, in fact it can be better to know your limitations, for me
         | that is big ticket items where I don't have the product
         | knowledge, however, I could always hand those sales over to a
         | much more capable colleague.
         | 
         | You don't win every sale, but, in retail, you can have some
         | really good streaks where no customer leaves empty handed. Your
         | conversion rate is going to be more like 90% in face to face
         | sales if you have the right product at the right price, with
         | customers that don't buy coming back the following day or week
         | to splash the cash.
         | 
         | In High Street retail there is no way you give customers 15%+
         | off just for stepping through the door. Yet this is table
         | stakes in ecommerce, particularly for small to medium size
         | shops. This instantly devalues the product.
         | 
         | Often there will be chatbots for whatever reason, and I am sure
         | the likes of Dell can get that right, but your typical small
         | ecommerce site will fluff this up too, so any customer daring
         | to use the chatbot will not get instant help from a sales
         | person.
         | 
         | So what to do?
         | 
         | It depends on your product, however, the goal is to get
         | customers for life, not to churn through them. To achieve this
         | it comes down to product, price, availability, shipping times,
         | customer service and incentives for the customer to advertise
         | for you, with reviews, word of mouth and all that hard stuff
         | that needs real human skill. Sometimes it will only be a one-
         | off sale, for example, if someone is buying a mattress. But,
         | even then, the customer service basics matter.
         | 
         | What is also silly is how, with everything you buy, you will
         | get adverts and incentives to buy what you have just purchased.
         | I don't know why this is not considered career limiting, but
         | nobody seems to have fixed this.
         | 
         | Next time, I will find out what data everyone needs and have my
         | own script to collect just that data, then have a live backup
         | that can be used for all internal purposes such as report
         | generation. There will be no mystery script containers
         | downloading 150 scripts with cookies, outside of developer
         | supervision. My hunch is that the only numbers that really
         | matter are sales.
         | 
         | As for why the sales aren't happening, so long as functionality
         | is as it should be on all devices, then you have to dig deeper,
         | to the knowledge level that only someone that has worked the
         | showroom floor understands. Really, a website should be the
         | sales person's knowledge condensed into HTML. Yet nobody asks
         | the guy serving customers what they upsell or what product they
         | recommend if a customer baulks at a given product. Instead we
         | have mystery-meat AI scripts that manage these things.
         | 
         | Thanks for the heads up on ad fraud, normally I am a long way
         | from that due to internal scraping efforts being far more
         | damaging to website performance, and, as a developer, page load
         | times matter to me far more than how much was paid for the
         | traffic.
        
         | cantrevealname wrote:
         | > _" Everyone knows. But if we filtered it all out properly,
         | our revenue would drop 40% overnight, and investors would have
         | a meltdown."_
         | 
         | The word "revenue" above doesn't sound right. Did you mean "ad
         | impressions", "clicks", "visits", or something else?
         | 
         | If the bot traffic is giving you 40% more _revenue_ , well
         | that's excellent news, right? If it's _revenue_ , then keep
         | doing it.
        
           | Sander_Marechal wrote:
           | It's revenue for the ad platforms, not for the clients
        
         | KaiserPro wrote:
         | But what I'm struggling to understand is where is the money
         | coming from to run those bots?
         | 
         | How does the advertising money get to them to make it worth
         | their while to run bots at such a scale?
         | 
         | I mean sure, I suspect that people in the advertisers are doing
         | it, but surely thats massively risky. there must be a grey
         | market for this kind of transaction?
        
           | burnte wrote:
           | > But what I'm struggling to understand is where is the money
           | coming from to run those bots?
           | 
           | I agree, I have a hard time understanding the motivation for
           | this behavior. It's obviously happening, I just don't know
           | how someone benefits from a bot pretending to browse the
           | internet.
        
             | bombcar wrote:
             | Isn't the idea that you run google ads on your site, and
             | then have your botnet click the ads on your site, and you
             | get paid for the traffic?
        
               | KaiserPro wrote:
               | Aha! that makes much more sense. Yeah having something
               | autobot your click throughs seems like a motivation to
               | run bots.
               | 
               | I was thinking about ad traffic from one of the
               | meta/twitter/tiktok products and couldn't think what the
               | motivation would be
        
           | randunel wrote:
           | Scrape data and package+sell it, either on demand or pre
           | scraped.
        
           | logsr wrote:
           | for ad networks and social media platforms that provide
           | monetization the click fraud is direct.
           | 
           | there is also a massive industry of fake accounts and fake
           | engagement for social media and SEO (google). bots are
           | designed to create plausibly real engagement, which is used
           | to trick ranking algorithms into boosting content. these bots
           | have to be real enough to bypass platform detection. clicking
           | through on ads is a way of incentivizing platforms not to
           | shut them down and possibly improving the ranking results,
           | working with the theory that platforms give stronger weight
           | to engagement signals from clients that generate more
           | revenue.
        
         | larrymcp wrote:
         | > _I had one client spending $12,000 per month on Google Ads_
         | 
         | In Google Ads you can just turn off the option to run your ads
         | on non-Google sites; I think it's called their Display Network.
         | Just run your campaign only on Google's search pages.
         | 
         | I'm surprised the article doesn't mention this rather common
         | solution.
        
         | dang wrote:
         | > The bots are getting creepily good at mimicking engagement
         | 
         | I've nicked that sentence to use as the title above, since it's
         | more neutral and representative of what the article is about.
        
         | dpoloncsak wrote:
         | I work in e-commerce and completely believe this could be true.
         | The 'Cart Abandonment Bot' is actually something we just had a
         | meeting on today, trying to figure out what's going on here.
         | 
         | With that said, what do you think the error is here? Could your
         | script have had some false positives? Enough to move the dial?
        
           | bombcar wrote:
           | Some sites won't give you the price or the shipping until you
           | add to cart, but that shouldn't map to an automatic removal
           | of item from cart (unless there IS a timer somewhere set to 4
           | minutes on the server side).
           | 
           | Strange that the item cost $47 and the number of sales was
           | 47.
        
         | Terr_ wrote:
         | > It seems like a massive, open secret that nobody wants to
         | talk about because the whole system is propped up by it.
         | 
         | I was never really a punk-rebel kid, but a certain part of me
         | rooted in the optimism of the early-internet kinda wants to see
         | ad-models crash and burn.
         | 
         | Even advertising "working normally" always had a psychic odor
         | of exploitation and deceit. Ex: "You absolutely need this
         | product or else your peers will hate you."
        
         | cortesoft wrote:
         | I find it really interesting when you describe "good bot"
         | traffic.
         | 
         | > During my investigation, a source from the e-commerce data
         | industry provided a crucial piece of the puzzle. He explained
         | that his former company was responsible for scraping 70 million
         | retailer web pages every single day. This is a legitimate and
         | massive source of automated traffic.
         | 
         | > Why do they do this? For vital business intelligence. Major
         | retailers like Amazon do not always notify vendors when they
         | run out of stock. So, brands pay for data scraping services to
         | monitor their own products. These "good bots" check inventory
         | levels, see who is winning the "buy box," ensure product
         | descriptions are correct, and track search result rankings.
         | They even scrape from different locations and mobile device
         | profiles to analyze what banner ads are being shown to
         | different audiences.
         | 
         | I think a lot of the players involved in this would say those
         | are bad bots. Having your competitors scrape your site for data
         | would probably be something most website owners wouldn't like,
         | but getting data about THEIR competitors would be something
         | they WOULD like.
         | 
         | All bot traffic is good from SOMEONE'S perspective, otherwise
         | it wouldn't be happening. Someone had to program the bot,
         | someone has to be running it. They obviously think they are
         | good bots.
         | 
         | The people running AI scraping bots think they are good bots.
         | Many content creators think those are bad bots. Price
         | comparison sites scraping retailers think their bots are good.
         | The sites being scraped often think they are bad bots.
         | 
         | I just don't think we can clearly separate good and bad bot
         | traffic without specifying whose perspective we are talking
         | about.
        
           | harshreality wrote:
           | "Good bots" would be ones that fuel a healthy, competitive
           | economy. Whether or not they're good from the perspective of
           | a retailer, data about products and supply chains is
           | important.
           | 
           | "Bad bots" would be ones that primarily support grift. They
           | siphon money from advertisers, or get other people to waste
           | advertising $, or game product listing metrics so that the
           | bots' owners products get better placement, or so that other
           | manufacturers' products get worse placement. They're not
           | creating any new value; they're _removing_ value from the
           | economy by causing bad allocation of resources.
        
             | cortesoft wrote:
             | I can see many bots falling into the two categories you
             | describe, but I can also see many other bots that would not
             | fit easily, and whose value is debatable.
             | 
             | For example, bots that scrape content for AI training; is
             | that good or bad for a healthy economy? AI can be
             | productive, but is it 'stealing' other's productivity,
             | which could hurt in the long term if it causes decrease in
             | future human production because of diminished rewards?
        
           | j-bos wrote:
           | > brands pay for data scraping services to monitor their own
           | products.
           | 
           | This case seems "good" by most perspectives.
        
         | aorloff wrote:
         | We are now at the point where plausibly some bots could be at
         | the behest of an AI agent controlled by a human.
         | 
         | This is not likely to distort the basic numbers in your story,
         | but it makes the premise questionable
         | 
         | If your script can correctly segregate bot traffic from human
         | traffic, and website operators can conclude that bot traffic
         | does not make purchases, then what -- you still don't want to
         | blackhole that traffic right ?
        
         | username223 wrote:
         | > developers, founders, or marketers
         | 
         | I'm none of those things, 10x or otherwise, and would be
         | ashamed if I were. I do run a personal website, though, and
         | most of the traffic is bots that ignore robots.txt. I wish
         | those developers, founders, and marketers would stop doing that
         | to me.
        
         | oconaros wrote:
         | I do web analytics consulting. One of my first projects at a
         | digital marketing agency in 2021 was investigating weird
         | traffic patterns for a global logistics firm. The findings are
         | summarized in this blog post[1].
         | 
         | Bot traffic has been an issue for years. It has given rise to a
         | new cottage industry of ad fraud detection services, none of
         | which I've found particularly valuable. It always comes down to
         | "so what do we do about it?" and no one seems to know how to
         | get bots to stop viewing or clicking on paid media placements.
         | Consumers use Google search and are on FB, IG, TikTok,
         | LinkedIn, etc., and there aren't really competing ad networks
         | with "fewer bots". So they keep buying fake traffic knowing
         | that a significant chunk of it is invalid.
         | 
         | I don't see anything changing unless big tech companies making
         | billions in ad revenue have a large enough incentive to do so.
         | At the moment they have plenty of incentives to keep things as
         | they are.
         | 
         | "Half of the money I spend on advertising is wasted; the
         | trouble is I don't know which half." - John Wanamaker
         | 
         | [1] https://jimalytics.com/industry/youre-buying-bots-an-
         | inconve...
        
           | joomla199 wrote:
           | Given that Wanamaker died in 1922 it's safe to say his quote
           | was in the context of a different problem entirely (which
           | still exists, on top of the bot issue).
        
           | jimkleiber wrote:
           | I'd suggest legislation. It's like when hotels or rental car
           | companies tack on additional fees and consumers hate it but
           | don't have much incentive to cooperate to change it.
           | Consumers don't unionize much, but maybe we should?
           | 
           | But maybe not legislation, because it might upset a ton of
           | people. Any time a social media site goes through and seems
           | to get rid of bots, people complain about how many
           | "followers" they've lost. The fake user/clicker situation is
           | quite pervasive, and a lot of parties, not just the
           | advertising networks, benefit from the inflated numbers.
           | 
           | But it can be so insidious..."wow, that video got 1M YouTube
           | views? Must be very popular!" Orrrr a lot of those views were
           | from bots? Who knows?
           | 
           | So maybe a better approach than legislation is to talk about
           | how the ad/bot fraud can both help us and hurt us and not
           | demonize one side but see how we all may be implicated in it
           | somehow. Maybe that will help us to be more aware of the
           | problem and not fight against people, but try to work
           | together to solve it.
        
       | bodantogat wrote:
       | Not really surprised. I spend a ridiculous amount on time banning
       | bots every week.
        
         | cantor_S_drug wrote:
         | doesn't cloudflare have block bot traffic out of the box?
        
           | mwexler wrote:
           | It blocks the most egregious and give a bot score that you
           | can use to get more aggressive at the next layer. That score
           | seems to miss a lot of bad traffic, making it not very useful
           | in it's current state.
        
           | corford wrote:
           | They do but it's largely useless against all but the most
           | unsophisticated of bots.
        
           | bodantogat wrote:
           | Some of the bots I see use residential proxies, rotate IP
           | address, countries, as well as fire-up a real browser.
        
       | curiousObject wrote:
       | Is there any incentive for a company to remove fake traffic[0]
       | from its stats and analytics?
       | 
       | I guess there is no incentive in most markets. Facebook, etc make
       | only a token effort to reject non-troublesome bot traffic.
       | 
       | [0] bots and other automated traffic which cannot generate
       | revenue or human ad views
        
         | nemomarx wrote:
         | In theory if you have a lot of fake traffic then ads on your
         | site will have an even worse conversion rate than normal?
        
           | curiousObject wrote:
           | _if you have a lot of fake traffic then ads on your site will
           | have an even worse conversion rate than normal?_
           | 
           | Yes, if you only count purchase/sale conversions
           | 
           | Maybe no, if you also count clickthrough and view
           | conversions, perhaps even lead conversions sometimes (because
           | fake sign ups are possible).
           | 
           | But you're right. Purchase conversions are one incentive
        
             | kijin wrote:
             | Next thing you know, the bots will learn how to purchase
             | products, and we'll have come full circle.
             | 
             | I'd love to have an agent that goes online whenever I'm
             | running low on toilet paper or something, browses all the
             | stores and clicks all the ads, and automatically orders the
             | best deal it can find.
        
               | technothrasher wrote:
               | I certainly wouldn't want to be caught in that arms race
               | where sites continually attempt to find sneaky ways to
               | convince my agent to buy things I don't actually want.
        
               | sanex wrote:
               | By clicking on all the ads you're raising prices in the
               | long run and just funneling money to google and meta,
               | forcing the toilet paper companies to make scratchier tp
               | to try and squeeze out more margin. My bhole would thank
               | you for not doing this.
        
               | kijin wrote:
               | Or maybe if everyone does it, market forces will suppress
               | the cost per click and we'll be back to square zero.
        
               | sanex wrote:
               | That's interesting. Drive ad value to zero or force them
               | to start blocking crappy traffic. I think the issue is
               | this could take us down the device attestation drm for
               | the web path to discern legitimate traffic which is bad
               | for the open web.
        
         | blakesterz wrote:
         | I guess the answer is no, and there's a couple quotes in there
         | near the end:                 One rep I had known for years
         | finally admitted the truth off the record. "Dude, we know," he
         | said. "Everyone knows. But if we filtered it all out properly,
         | our revenue would drop 40% overnight, and investors would have
         | a meltdown."
        
       | Galanwe wrote:
       | For any real audit of website traffic (M&A, large advertising
       | deals, etc), you typically don't rely on self reported
       | statistics, but rather 3rd parties (e.g. SimilarWeb). These have
       | actual spywares on top of Google analytics plug-ins to correlate
       | real traffic from noise
        
       | Propelloni wrote:
       | I find the article's topic interesting, but the writing style is
       | just... no. It reads like a True Crime transcript or really bad
       | marketing copy. Which makes a certain kind of sense, I guess.
        
         | oasisbob wrote:
         | It's AI-generated. Grates on me too.
         | 
         | The irony of complaining about bot traffic with bot copy is too
         | funny.
         | 
         | > It was not a sophisticated piece of software, just a tool
         | designed to observe how "users" actually interacted with the
         | website. I was not just counting clicks; I was watching
         | behavior
        
       | sixthDot wrote:
       | What is really mind blowing is that, if understood correctly,
       | bots would be used to check the availability of a product, that
       | sounds so a "hacky" method, like "seriously people are doing that
       | in 2025".
        
         | viraptor wrote:
         | Yeah, their list of recommendations could use another point:
         | expose the public data in a simple, structured way.
         | 
         | I'm working right now on an inventory management system for a
         | clinic which would really benefit from pulling the prices and
         | availability from a very specialised online shop. I wish I
         | could just get a large, fully cached status of all items in a
         | json/CSV/whatever format. But they're extremely not interested,
         | so I'm scraping the html from 50 separate categories instead.
         | They'll get a few daily bot hits and neither of us will be
         | happy about it.
         | 
         | If people are scraping data that you're not selling, they're
         | not going to stop - just make it trivially accessible instead
         | in a way that doesn't waste resources and destroy metrics.
        
           | nemomarx wrote:
           | I wonder if LLM agents will know to go for apis and data or
           | if they'll keep naively scraping in the future. A lot of
           | traffic could come down to "find me x product online" chats
           | eventually
        
             | viraptor wrote:
             | https://llmstxt.org/ is there for that purpose.
        
           | bdcravens wrote:
           | HTML is the only truly universal standard.
        
           | Closi wrote:
           | The counterpoint is 'Why hand your competitors data on a
           | silver plate'?
           | 
           | Sure you might be willing to build the bot to scrape it...
           | but some other competitors won't go to this effort so it
           | still means a bit of information asymmetry and stops some of
           | your competitors poaching customers / employing various
           | marketing tactics to exploit short term shortages or pricing
           | charges etc.
        
             | viraptor wrote:
             | I really don't believe we're in a situation where a company
             | can exploit product availability and pricing data, is
             | pushing enough volume to make it worth it, can process that
             | information effectively, yet cannot hire someone on Fiverr
             | to write a scraper in a few hours.
             | 
             | > 'Why hand your competitors data on a silver plate'?
             | 
             | To lessen the issue from the article and free up server
             | resources for actual customers.
        
           | mschuster91 wrote:
           | At that point, why not join forces with other clinics, remove
           | the middleman and purchase directly from vendors?
        
       | hamburgererror wrote:
       | Can you share the script you made for this analysis?
        
       | squeedles wrote:
       | Why is this in the least surprising? It's just the natural
       | successor to what everyone used to do with the trade magazines
       | thirty years ago. Back then you filled in a profile questionnaire
       | to get a free subscription, so every basement hacker turned into
       | the manager of a 500-person division with control of a $1m
       | capital budget. The magazine didn't want to check because it
       | would damage the demographic numbers that they pitched to
       | advertisers. The advertisers knew that there was some liar's
       | poker being played but everyone just rolled with it.
        
       | Esophagus4 wrote:
       | Interesting. You didn't give specifics on what anti-bot measures
       | sites implemented, so I'll add:
       | 
       | Bot prevention measures can be good, but the more hoops you make
       | your users jump though (CAPTCHA etc), the more legitimate users
       | will drop off. Those have significant impacts on conversion
       | rates.
       | 
       | I would think fixing this should involve the analytics and
       | attribution side rather than adding friction to your e commerce
       | flow.
       | 
       | Especially as bot tech continues to get better and more
       | indistinguishable from real traffic.
        
         | bombcar wrote:
         | There are two kinds of bots - one that the very act of them
         | futzing with your site is degrading performance (think AI bot
         | DDoS), and the other that is annoying but not harming you
         | directly.
         | 
         | The second is best "blocked" by doing nothing at all and
         | instead silently dropping them from analytics.
        
       | baobun wrote:
       | Would like to see the script. From reading it's impossible to
       | tell if the methodology is sound. Would legitimate users with
       | adblockers or disabling JS get counted is false positives, for
       | example?
       | 
       | That said, 73% doesn't come as a surprise. If anything I expect
       | it to be higher.
       | 
       | I guess this quote sums up the situation
       | 
       | > When I tried to bring this up with a few major ad platforms,
       | the conversation always followed a predictable script. The sales
       | reps were incredibly friendly until I mentioned click fraud or
       | bot traffic. Then, the tone shifted instantly to corporate-speak:
       | "Our AI detection is industry leading" and "We take ad fraud very
       | seriously." It was a polite but firm wall, a clear signal to stop
       | asking questions.
       | 
       | > One rep I had known for years finally admitted the truth off
       | the record. "Dude, we know," he said. "Everyone knows. But if we
       | filtered it all out properly, our revenue would drop 40%
       | overnight, and investors would have a meltdown."
        
         | fukka42 wrote:
         | > One rep I had known for years finally admitted the truth off
         | the record. "Dude, we know," he said. "Everyone knows. But if
         | we filtered it all out properly, our revenue would drop 40%
         | overnight, and investors would have a meltdown."
         | 
         | Lawsuit time?
        
           | pixl97 wrote:
           | I mean how much money are you going to spend going after
           | them? Multi billion dollar companies love to take decades to
           | sue.
           | 
           | If the SEC weren't weak maybe they could go after them for
           | fraudulent numbers.
        
             | omnicognate wrote:
             | IANAL (or an ad industry expert) but wouldn't a successful
             | class action on this be staggeringly vast?
        
               | pixl97 wrote:
               | I mean it would rock the US economy as it would involve
               | the largest companies.
        
         | bobbiechen wrote:
         | It's a problem even on the company side. If the people
         | responsible for marketing are judged on vanity metrics, they'll
         | assume a conversion problem is later in the funnel. And even
         | for venture-backed startups, I feel there is an incentive to
         | turn a blind eye to bot signups since it juices numbers for
         | investors who aren't paying attention.
        
       | chrismorgan wrote:
       | I'm puzzled by this: I thought it was well-understood, at least
       | in the industry, that traffic numbers were at least _mostly_
       | nonsense, and that ad click metrics especially were _suuuper_
       | shady, typically more than half fraud; yet OP, in the business of
       | "accurate ad spend analytics", _only just discovered this!?_
       | 
       | It just doesn't ring true. That aspect of the story isn't novel
       | at all, and someone in that line of work should _surely_ have
       | known all this, right?
       | 
       | Now the section on categorising different bot patterns, _that's_
       | more interesting, and I haven't seen so much said about it.
        
         | nemomarx wrote:
         | 50k to 47 conversions seems like a noticeable increase in
         | fakeness to me at least. that's going from more than half fraud
         | to essentially only fraud with a rounding error amount of real
         | users
        
           | lazide wrote:
           | This is the 'gold' that agentic/generative AI really
           | produces.
           | 
           | For most consumers, it's entertainment, but for industrial
           | use it's great for this kind of fraud. And very difficult to
           | detect at scale, since the only cost effective tools for this
           | kind of analysis are also ML/AI, and hence can be fooled more
           | predictably/trained against.
        
             | philipwhiuk wrote:
             | > This is the 'gold' that agentic/generative AI really
             | produces.
             | 
             | And here's me thinking it was producing a tonne more data
             | scraping.
        
         | zdragnar wrote:
         | The last startup I worked at invested a ton of money- much of
         | their marketing team's time plus a good chunk of development
         | time for a few months- trying to "fix the funnel" in terms of
         | conversions from these so-called leads.
         | 
         | They had plenty of other problems, including an unworkable
         | business plan, but maybe they would have had more time to pivot
         | before selling out for pennies if they'd not been chasing their
         | tail so much.
        
         | boringg wrote:
         | This is well understood for well over a decade at this point --
         | the blogpost is a marketing effort by datacops.
        
           | buellerbueller wrote:
           | Then it is securities fraud. Advertisers' shareholder money
           | is being wasted in a process that is "well understood" to be
           | lies, funneling money to tech industry.
        
         | miriam_catira wrote:
         | Some of us knew it, but it's getting worse. And I've worked
         | adjacent to or on marketing teams for the the last decade...
         | and I can't explain why but my theory is they all trust the
         | numbers implicitly, esp. the ad spend. Having to justify your
         | department's continued existence via KPIs that need to
         | exponentially increase year over year means bloated numbers are
         | a good thing. They can just blame sales for never closing
         | deals.
        
           | jerf wrote:
           | There's the old story about Charles Babbage and his not
           | understanding how you can feed garbage to a computer and
           | people will believe the output, but in a sense it goes deeper
           | than that; put a number in front of someone and I think a
           | good 75% of the population at least will simply believe it.
           | Not only believe it, but if someone comes along 15 seconds
           | later with a different number, they'll argue with the new
           | guy, even though in a parallel universe where the second guy
           | got there first they'd have argued equally vociferously with
           | the first guy! When objectively they have no real basis for
           | either number, or any other.
           | 
           | I can also say that with every passing year I see that when
           | the Bible talks about people who _love lies_ it 's a lot less
           | metaphorical than I thought it was when I was younger. The
           | stories in this very thread about managers demanding that the
           | original, bot-inflated numbers be put back up on their
           | internal metrics rather than have the correct and accurate
           | one is just an example, and one particularly vivid and easy
           | to see.
           | 
           | Though there is also a business opportunity there... I am
           | also reminded of one of my favorite Dilbert cartoons where
           | the boss is viewing a defective spreadsheet that has a higher
           | profit for the year the farther down he scrolls into it. Why
           | not just multiply your click stats by e^(number of months
           | since start / 20) or so? I mean, if the click counts don't
           | have to match any particular reality, go for the gusto.
        
             | ttoinou wrote:
             | The religion of Science is being taught all over the world
             | and the only thing people can remember from that teaching
             | is that Numbers are good, are true, are the only thing we
             | should take into account and are computed by kind smart
             | rational workers.
        
               | bombcar wrote:
               | It's always important to remember: _lies_ , _damned lies_
               | , and _statistics_.
               | 
               | And what is advertising sold on but statistics, hmmm.
        
         | dnpls wrote:
         | OP is selling their own web analytics product, so take the
         | article with a grain of salt.
        
           | buellerbueller wrote:
           | I have no idea who OP is, but as someone who worked in the ad
           | measurement pipeline, it tracks.
           | 
           | This is a thing that the R&D folks at my company had lots of
           | evidence for, but since we wanted to partner with Meta and
           | Google to be the measurement company of record for FB/Insta
           | and YouTube CPG advertising, we weren't allowed to discuss.
        
         | quentindanjou wrote:
         | It's more a matter of "how much" personally, I knew it was not
         | reliable but I thought it would be around 5-10% and recently
         | more around 20%. I was far from thinking close to _75%_!!
        
         | mustaphah wrote:
         | > Yet OP, in the business of "accurate ad spend analytics",
         | only just discovered this!?
         | 
         | Looks like a very fresh business [1]; it only became worth
         | writing about once they were ready to pitch their product.
         | 
         | [1] https://whois.domaintools.com/joindatacops.com
        
       | nurettin wrote:
       | > scraping 70 million retailer web pages every single day. This
       | is a legitimate and massive source of automated traffic.
       | 
       | Why do they do this? For vital business intelligence. Major
       | retailers like Amazon do not always notify vendors when they run
       | out of stock. So, brands pay for data scraping services to
       | monitor their own products. These "good bots" check inventory
       | levels, see who is winning the "buy box," ensure product
       | descriptions are correct, and track search result rankings. They
       | even scrape from different locations and mobile device profiles
       | to analyze what banner ads are being shown to different
       | audiences.
       | 
       | _---------------_
       | 
       | Guilty as charged. You quickly learn to bypass bot detection
       | measures and create a fully automated system to gather all this
       | information just because amazon doesn't provide it in an
       | accessible manner causing harm to businesses who need this intel
       | and their own internet infra.
        
         | SoftTalker wrote:
         | Why doesn't Amazon provide this information? They just can't be
         | bothered, knowing that they are the biggest retail platform and
         | sellers "have" to be there regardless of how bad the experience
         | is for them?
        
           | nurettin wrote:
           | They have atrocious FBA fees. Then there's etsy, overstock,
           | wayfair, shopify, but nothing gives you the rush of showing
           | that buybox I guess. It's like an optimization game for them
           | at this point.
        
       | Dead_Lemon wrote:
       | It makes the argument of the open internet being unable to
       | function without advertising, quite hard to prop up. Especially
       | when over 70% of traffic if just people gaming the system, to
       | real users detriment.
        
         | marcosdumay wrote:
         | It's a huge argument for dumb advertisement that doesn't track
         | people or clicks.
         | 
         | You know, the kind that existed before Google created their
         | thing.
        
       | awongh wrote:
       | I don't really believe the main thesis of this article- it reads
       | like much of the fake cliff-hanger pseudo-insight endemic to
       | marketing and business influencers.
       | 
       | Mainly, it avoids the main point- 73% of your traffic is "faked"
       | enough to look real.
       | 
       | Who are the players in that scenario that stand to benefit from
       | your traffic being fake?
       | 
       | You pay for Google (search ads) and Facebook ads but the traffic
       | is faked by them (unlikely)
       | 
       | You pay other publishing networks (maybe adsense?) and the
       | website owners profit from sending fake traffic (maybe true? if
       | the article were really trying to make a case for this, just name
       | them?)
       | 
       | Or, you work inside a company and just want to make your
       | department look good?
       | 
       | I'm not sure I know what the point of this article is besides a
       | click bait title.
       | 
       | Just tell me exactly what the mechanism is for this fake traffic-
       | don't hint at some kind of conspiracy.
        
         | ryandrake wrote:
         | It would take a lot more investigative journalism to track down
         | the bot networks and figure out the why and who, which I agree
         | is the more interesting information. It's not surprising that
         | nobody seems to be willing to be quoted by name as a source.
         | The whole industry seems fake and shady.
         | 
         | Despite the "LinkedIn influencer" writing style of the article,
         | the results don't seem that shocking or unexpected.
        
         | brazukadev wrote:
         | > You pay for Google (search ads) and Facebook ads but the
         | traffic is faked by them (unlikely)
         | 
         | Unlikely?
        
           | shmeeed wrote:
           | Highly unlikely, because they obviously would never engage in
           | fraudulent activity! I mean, what would even be their
           | incenti-
           | 
           | Eh, you know what, let's just not think too much about it.
        
             | brazukadev wrote:
             | If they know it is a bot, it is fraudulent. They know it is
             | a bot when it is time to pay from their Adsense arm. It is
             | insane that the same click that isn't paid to the
             | publishers still goes to google's pockets.
        
             | awongh wrote:
             | As I said above, I think it's likely they don't do that
             | much about fake adsense clicks.
             | 
             | Fraudulently creating traffic and charging you for it is a
             | whole other level of scam, though.
        
           | awongh wrote:
           | The distinction is between Google looking the other way if
           | AdSense publishers are making them money, and Google
           | generating their own fake traffic on their own search intent
           | inventory.
           | 
           | I'd say it's unlikely they are generating fake clicks on
           | search ads.
           | 
           | Mainly because they just don't need to in order to make
           | money. They can still just charge you for impressions on
           | searches that aren't the most well matched. No need to create
           | fake traffic like this blog post conspiracy says.
        
         | f4uCL9dNSnQm wrote:
         | It is the website owners that commit click fraud. It has been
         | that way for the last 25 years. I mean the first thing I did as
         | a kid was checking what will happen if I keep clicking on ad on
         | my newly created homepage.
         | 
         | > just name them Does Adsense even gives you information where
         | exactly your ad is getting published?
        
           | SoftTalker wrote:
           | I can see doing it just to verify that the ads being shown on
           | my site are not leading to anything I don't want to be
           | associated with, e.g. porn, shock/tabloid content, politics,
           | etc.
        
       | rubyfan wrote:
       | Who is profiting from the ad fraud?
        
         | rightbyte wrote:
         | Site owners and ad market places?
        
       | jt2190 wrote:
       | > This is the hidden bot economy.
       | 
       | I still have to hear a compelling argument about why I should use
       | computers "by hand" and ignore these powerful tools. Price
       | checking, comparison shopping, buy when released for sale... All
       | of these things point me to using bots.
       | 
       | This feels a lot less like "fraud" and a lot more like "the world
       | has moved on". Maybe it's time to route traffic that looks like
       | bots to a bot-optimized shopping experience.
        
         | MASNeo wrote:
         | So are you saying it needs a an agent.txt along the robots.txt?
        
           | jt2190 wrote:
           | I'm just the idea guy... I'll let the market decide on the
           | exact implementation. ;-) (That's not a bad idea BTW.)
        
         | dpoloncsak wrote:
         | I don't think anyone was arguing against those? The post seems
         | mostly focused on bots that are being used to facilitate ad-
         | fraud or manipulate rankings on marketplace sites with 3rd
         | party vendors. I guess to check a price, you would need to
         | scrape the site, but repeatedly adding and abandoning items,
         | abusing referral systems....
         | 
         | That feels a lot more like 'fraud' than 'the world evolving'
        
       | shiftingleft wrote:
       | After we implemented advanced bot traffic detection and
       | filtering, their reported traffic plummeted by 71%. [...]
       | But then the sales report came in. Their actual sales went up by
       | 34%.       Their real conversion rate optimization (CRO) efforts
       | had been working all along, but the results were buried under an
       | avalanche of fake clicks. They were not bad at marketing; they
       | were just spending thousands of dollars advertising to robots
       | programmed never to buy anything. Their marketing ROI went from
       | "terrible" to "excellent" overnight.
       | 
       | I don't understand how detecting bot traffic would directly lead
       | to less ad spend.
       | 
       | Can you just tell e.g. Google Ads that you don't want to pay for
       | certain clicks?
       | 
       | Did they modify their targeting to try to avoid bots?
        
         | nemomarx wrote:
         | I assume it's the filtering - detect the user is a bot, don't
         | even load the ads, etc?
        
           | shiftingleft wrote:
           | As I understand it they are placing ads on other sites and
           | are paying for visits to their site.
        
           | weird-eye-issue wrote:
           | You didn't think through this did you
           | 
           | How would you do that on Google or a third-party site?
        
         | V__ wrote:
         | I could imagine that blocking bot traffic, would improve their
         | retargeting and make sure that the retargeting budget is spent
         | on real people leading to an increase in conversion.
        
           | shiftingleft wrote:
           | What's the API here for Google Ads? How does their site
           | report to Google Ads whether that was a good/bad user? Is
           | this done through conversion tracking? If so, why would you
           | track anything but a completed purchase in the first place?
        
         | morkalork wrote:
         | If you building look-alike or remarketing audiences, having any
         | bot users in there could give the wrong signal to Facebook or
         | other platforms.
         | 
         | >Can you just tell e.g. Google Ads that you don't want to pay
         | for certain clicks?
         | 
         | No
        
       | tagalog wrote:
       | We ran into this problem when running ads for an iOS App only to
       | iOS traffic. Somehow 80% of our iOS only targeted traffic
       | clickthrough was Android... Went to UGC and never looked back.
        
         | onionisafruit wrote:
         | What's ugc?
        
           | anticorporate wrote:
           | ugc = user generated content
        
       | MASNeo wrote:
       | Would be great if more data were made available by OP to peer
       | review some of this. That said, making money with failure starts
       | looking like a business model - highly unethical. Why make
       | customers succeed when you loose money doing so.
        
       | emacdona wrote:
       | I'm not sure... but... maybe in this one single instance, I'm
       | rooting for the bots.
       | 
       | I mean, it's burning ad dollars and causing advertisers to
       | rethink their strategy. Who knows, maybe that will eventually
       | lead to the realization that web pages that are 20% content and
       | 80% ads are just luring bots and not customers.
       | 
       | On the other hand, the money being burnt is going to Google,
       | Meta, etc... and helping fund massive surveillance
       | infrastructure. To be honest, I'd prefer it if it all just went
       | to shareholders. Heh, maybe that'll be the sign that we've hit
       | peak surveillance infrastructure: Google and Meta dividend
       | payments go up :-)
       | 
       | But I have trouble sympathizing with someone who writes this:
       | 
       | > Mouse Movements: Did the cursor move in natural, human-like
       | arcs, or did it snap between points?
       | 
       | > Scrolling Patterns: Was the scrolling speed variable, with
       | pauses and upward scrolls, or was it a perfectly smooth,
       | mechanical glide?
       | 
       | > Time Between Interactions: How long did a "user" wait between
       | clicking a link, hovering over an image, or adding an item to the
       | cart?
       | 
       | I read that as: "We're tracking every movement, every
       | hesitation... so that we can feed it to our models and determine
       | how best to keep you addicted".
       | 
       | I knew it was happening, and I know I'm editorializing there...
       | but they are getting closer and closer to just coming out and
       | saying it.
       | 
       | edit: Added newlines in quoted part.
        
       | vmaurin wrote:
       | I did work in the ad tech industry for almost 15y and big corp
       | like Google/FB scam their user:
       | 
       | - they don't allow double tracking, so you have to trust their
       | numbers
       | 
       | - if you look at IP from their "clicks", you see often a
       | FB/Google datacenter IP range
       | 
       | - and for most of the traffic they might send you, they did just
       | clever algorithm and heavy profiling to stole your organic
       | traffic. So they get this "amazing" performance by claiming
       | people that would have bought on your site anyway
       | 
       | I have seen and been working in companies trying do to the impact
       | metrics well, but these are outliers
       | 
       | - websites showing ads are annoying their user and get no benefit
       | of it
       | 
       | - stores/brands/people that want to advert pays a bug chunk of
       | money for nothing - only the middle men are getting benefits
        
         | malfist wrote:
         | Google ads are often like paying someone to stand in front of
         | your business and hand out flyers to everyone going inside.
         | 
         | Sure, a lot of your visitors were handed a flyer by google
         | before they showed up in your store, but were any of them new
         | customers?
        
           | frodo8sam wrote:
           | It's worse, you're paying them so your competitor isn't
           | standing in front of your store convincing them not to be
           | your costumer.
           | 
           | You can either buy the top spot on queries that are looking
           | for you or google will sell it to your competitor.
        
           | hermitcrab wrote:
           | Very true. So you end up on paying for a lot of clicks from
           | existing customers who type your product name into Google and
           | click on the first thing that comes up, which is increasingly
           | an ad.
           | 
           | I used to advertise in Adwords on the name of my products,
           | but I no longer bother.
        
             | bombcar wrote:
             | The vast majority of people who search _product name_ want
             | _product name_ not _knockoff product similar_ - and so let
             | the competitors buy the name for ads.
        
           | stetrain wrote:
           | And if you don't pay them, the spots in front of your store
           | are instead filled by people handing out flyers about your
           | competitor down the street.
           | 
           | They don't just take credit for people that were coming to
           | your site anyway, they actively steer them away with
           | competing ads if you aren't paying enough.
        
             | hdseggbj wrote:
             | As long as people keep paying scammers they'll keep
             | scamming. I've lost a lot of money and opportunity refusing
             | to submit to extortion.
        
           | darth_avocado wrote:
           | Google ads is bad but wait till you reach the ads on all the
           | streaming platforms. Watching the same ad roll for the 20th
           | time in the same evening is like the door to door salesman
           | that rung your doorbell for the 20th time and kept loudly
           | screaming about their product while you're trying to enjoy a
           | peaceful meal. If anything, I'm going to actively start
           | hating your brand or product.
        
             | mrguyorama wrote:
             | It's entirely intentional. Companies would rather you
             | "hate" their brand than forget their brand.
             | 
             | The reality is that a shockingly high percentage of people
             | just _don 't_ get upset about that. Pay attention to anyone
             | using a web browser without an ad blocker. They are so deep
             | in the learned helplessness hole they don't even complain
             | as their web page takes ages to load and reflow while they
             | want to read, and they just silently click skip on all
             | three youtube ads.
             | 
             | The ads work great on them. Think of how many people bought
             | HeadOn.
        
           | bpicolo wrote:
           | That would be reminder/retentive advertising, which is also
           | an intentional outcome of many ads.
        
         | jklinger410 wrote:
         | > they don't allow double tracking, so you have to trust their
         | numbers
         | 
         | Facebook Ads and SA360 both allow 3rd party impression and
         | click tracking. Not to mention the myriad of 3rd party
         | analytics tools you can use to track the website.
         | 
         | > if you look at IP from their "clicks", you see often a
         | FB/Google datacenter IP range
         | 
         | I've never heard this before and seems hilariously simplistic.
         | These megacorps don't have VPNs?
         | 
         | > they did just clever algorithm and heavy profiling to stole
         | your organic traffic
         | 
         | Not sure if you had a stroke while writing this, but this makes
         | no sense.
         | 
         | As someone who has also been in the industry for 10+ years,
         | none of what you said passes the smell test. Maybe after 15
         | years you still never understood the industry or technology?
        
           | bestatsiege_01 wrote:
           | With respect to:
           | 
           | >> they did just clever algorithm and heavy profiling to
           | stole your organic traffic
           | 
           | >Not sure if you had a stroke while writing this, but this
           | makes no sense.
           | 
           | I have only ever been a buyer; so my technical understanding
           | of the back end implementation is incomplete.
           | 
           | However, I think the point OP is trying to make is that the
           | back end of the ad targeting infrastructure ends up
           | attributing "spend" to folks who would have otherwise been
           | organic traffic and found your site anyway. ie placing your
           | ad in effective organic pathways and/or in front of well
           | targeted users.
           | 
           | This of course makes sense. A well targeted ad is going to be
           | presented to lots of people who would have otherwise been
           | organic traffic.
           | 
           | This is just a problem with measuring ROI on ad's in general
           | though. I think what has changed is improved attribution of
           | digital ad's has confused people. They see 10 clicks, $5
           | spend, 1 sale @ $10 and think a 200% ROAS.
           | 
           | In the old days (and still sometimes for non digital) ad
           | effectiveness was measured as a lift over baseline. Different
           | media had different decay rates.
           | 
           | Depending on your digital property, a similar model may need
           | to be applied to your digital campaigns. As I understand
           | though, this is harder to do in modern times with digital
           | ad's.
        
             | bombcar wrote:
             | > Depending on your digital property, a similar model may
             | need to be applied to your digital campaigns. As I
             | understand though, this is harder to do in modern times
             | with digital ad's.
             | 
             | This is _insanely_ important to do now, and the people who
             | know how to successfully do it are old and retiring.
             | 
             | But nobody really wants to know the number of advertising
             | dollars spent to get customers who were already going to
             | spend on your product to ... spend on your product.
        
             | doc_manhat wrote:
             | No I'm with him it still makes no sense to me. There's a
             | massive assumption that because you fit the profile you'd
             | have heard of the service if there wasn't advertising. A
             | major part of advertising is to find people who like your
             | product. You advertise to let people know about your
             | product and keep it in their minds. Lift over baseline is
             | relevant yes for ROI, but it doesn't imply the service is
             | worthless!
        
       | ramesh31 wrote:
       | Cue the "always has been" meme
        
       | mjd wrote:
       | "I spoke to a startup founder who raised $2 million in funding
       | based on "user growth" metrics that he later discovered were 80%
       | bots. He is now trapped, forced to pretend everything is fine
       | because admitting the truth could jeopardize his company and his
       | relationship with his investors."
       | 
       | If you feel trapped now, just wait until you're in prison!
        
       | Waterluvian wrote:
       | I remember reading an article years ago that argued with similar
       | examples that the entire website ad market is almost entirely
       | artificial/fraud/bots, but that a lot of jobs, a lot of
       | companies, and basically the whole industry depends on simply
       | pretending this is not true.
        
         | shmeeed wrote:
         | I remember that article as well. Initially I could have sworn
         | this was a repost, but it's got a current date. There might be
         | some Mandela effect at work.
        
           | bombcar wrote:
           | We may have all collectively hallucinated it, but I've felt
           | the advertising market has been bullshit for quite a while.
        
       | jason_zig wrote:
       | I run a survey product for ecommerce stores [1]
       | 
       | A lot of our customers use post purchase surveys and on-site
       | surveys to help with this sort of thing. For example a really
       | common use-case is an attribution survey which appears after a
       | sale is made. The survey will ask something like "how did you
       | hear about us?" which helps determine what actually drove the
       | sale so they can get some clear insights outside of Google and
       | Meta. It's not perfectly reliable but it's an additional data
       | point that helps with the mess out there...
       | 
       | [1] https://www.zigpoll.com/
        
       | protonbob wrote:
       | > I was not just counting clicks; I was watching behavior.
       | 
       | > This was not the obvious spam that gets filtered out. This was
       | sophisticated bot traffic designed to fool standard analytics
       | platforms.
       | 
       | > Humans are messy; these bots were clinically precise.
       | 
       | AI slop writing is so tiresome. At least it is somewhat
       | noticeable.
        
         | Nasrudith wrote:
         | That just looks like 'writer over-educated in grammar above and
         | beyond fluency, to the point they know how to use semicolons
         | properly'. AI writer detection is just a new manifestation of
         | superstition's origins as spurious pattern matching.
        
           | dandellion wrote:
           | Well, as a foreign English speaker I have to thank you for
           | calling me over-educated in grammar above and beyond fluency
           | in a language that is not my own. But aside from that I can
           | tell you that those sentences are either written by AI, and
           | in the minuscule possibility that they weren't, the author
           | must have been intentionally writing to sound like AI for the
           | sake of being post-ironic. The second I saw the first
           | sentence I knew it was AI and came straight to the comments
           | to look for the thread of someone complaining so I could pile
           | on.
           | 
           | PS: For what it's worth, I still think the article was
           | moderately interesting, even if lazily and poorly written by
           | delegating the task to an AI.
        
       | micromacrofoot wrote:
       | Conversion rates have almost always been in the 1% or less range
       | for a significant number of advertisers on the web and I've been
       | ranting about how absurd this is for decades at this point.
       | 
       | I sincerely wish we could get past this phase of advertising...
       | imagine any other product where you're trying to extract money
       | from 1% by annoying 99% of your audience. We don't have to
       | tolerate this, and many aren't anymore (thanks to ad blockers)
        
       | hermitcrab wrote:
       | So if I am running Facebook Ads and I get a load of fraudulent
       | traffic, who is instructing these bots to make the fake clicks
       | and why?
       | 
       | Facebook? They have the motivation. They are getting paid per
       | click. But I don't think they would dare. They would get sued
       | into oblivion if they got caught.
       | 
       | A competitor? They could be trying to burn up my marketing
       | budget. But it seems it would require a bit more technical
       | sophistication than most companies have. And are they really
       | going to pay some shady outfit to do it for them? It seems
       | unlikely?
       | 
       | An ad agency? It will quickly become obvious that you are getting
       | crap return on your spend, so that seems unlikely as well.
       | 
       | Someone else? What is their motivation?
        
         | hahn-kev wrote:
         | Maybe it's bots trying to look like real people? So not
         | targeting you specifically, but just trying to fake being real
         | users?
        
           | hermitcrab wrote:
           | This possibly counts for some of it, where you are just the
           | collateral damage of somebody trying to disguise their bot as
           | a real user. It feels unlikely to be the majority of bots
           | though, but I could be wrong.
        
             | guhcampos wrote:
             | I'm not sure how many of these there are, but they're very
             | significant.
             | 
             | These are bot networks run by big firms just building
             | reputation overtime, to be switched on during some huge -
             | usually political - campaign.
             | 
             | Suddenly, in some point in the future, all these
             | "legitimate" looking "people" start inflating discourse
             | against some political figure in some country and
             | completely flip the democratic game.
             | 
             | It happened way too many times in the past decade.
        
         | wussboy wrote:
         | My money is on Facebook. They believe they can survive a court
         | challenge against any competitor because they have almost
         | unlimited resources.
        
           | c-linkage wrote:
           | Facebook could also pay a subsidiary to fraudulently click on
           | the ads.
           | 
           | While this might sound extreme and paranoid, this is exactly
           | the kind of thing corporations do to transfer risk and create
           | plausible deniability.
        
             | hermitcrab wrote:
             | That would be straight up criminal fraud for which people
             | could go to prison, isn't it (if they got caught)?
        
               | pixl97 wrote:
               | Possibly, but once things get separated by a few layers
               | and parts of it occur overseas good luck tracking it all
               | down.
        
         | stackskipton wrote:
         | With AI and data scrappers, so much traffic is bots scraping
         | for various purposes and they were following Facebook Ads and
         | crawling the store as well but obviously never made a purchase.
        
         | gs17 wrote:
         | I'd presume it's not Facebook themselves, but they simply have
         | no incentive to react to the problem as long as people keep
         | buying their ads.
        
           | pixl97 wrote:
           | All social media seems to suffer from 'bot traffic is traffic
           | and all traffic is good' mentality.
           | 
           | If stock regulators weren't so worthless they'd make them
           | disclose fraudulent traffic percentages.
        
         | ryandrake wrote:
         | > But I don't think they would dare.
         | 
         | I think the history of corporate bad behavior has demonstrated
         | that any time you say "Surely, company X wouldn't dare to do
         | [some profit-making thing]" you're probably wrong. This applies
         | to all companies, not just Facebook. Revenue = R, Cost of the
         | activity = A, Probability of being caught = P, Likely fine = F.
         | If R > A + P x F, you do the thing.
        
           | hermitcrab wrote:
           | Hopefully you would be talking about prison time for that
           | sort of blatant fraud. But that might naive of me.
        
             | GOD_Over_Djinn wrote:
             | I think that prison would be an exceptional case.
             | Typically, white collar criminals do not face justice for
             | their crimes in the same way as common people.
        
         | spongebobstoes wrote:
         | you can choose to pay Facebook per sale / "conversion" instead
         | of per clicks, it makes all the incentives more clearly aligned
        
         | onlyrealcuzzo wrote:
         | Look into methbot.
         | 
         | Typically, it's people who game the algorithm (for ad dollars),
         | and use these bots to click on other things (including ads) to
         | make it more difficult for FB / Google / etc to detect all the
         | traffic going to their pages and content is their own fake
         | clicks, trying to train the algorithm to send other people to
         | their stuff.
        
           | hermitcrab wrote:
           | I read https://en.wikipedia.org/wiki/Methbot , but I don't
           | understand how they were making money.
        
             | detaro wrote:
             | Methbot was running the sites showing ads, so they got a
             | cut. Doesn't transfer to manipulation on Facebook Ads,
             | where I don't think that's a thing in any scenario.
        
       | elgrantomate wrote:
       | Nothing new here, nothing surprising.
       | 
       | Wayyyy back in 2000 I ran ad ops for Lycos which included a ton
       | of other sites that they had acquired. We did an audit that
       | uncovered the fact that 25-75% of traffic/pageviews/visitors/ad
       | impressions were due to bots. We did our best at the moment to
       | block some more of them, but it was losing game then, as now.
       | 
       | Advertising, especially online advertising, is a largely a waste
       | of money. Overall, it's obsolete and while it may generate what
       | seems like economic activity, it's a net loss as a use of our
       | time and money.
        
         | toast0 wrote:
         | > Advertising, especially online advertising, is a largely a
         | waste of money. Overall, it's obsolete and while it may
         | generate what seems like economic activity, it's a net loss as
         | a use of our time and money.
         | 
         | Advertisement has always been largely a waste of money, the
         | problem is always trying to figure out what part is a waste and
         | what part is effective. Internet advertising promised to be
         | more specifically targeted and attributable than previous
         | advertising models, but I don't think that really turned out
         | well.
         | 
         | As an advertiser, you really have to work hard to know how
         | things are working. Ask customers to tell you how they found
         | you, but know that customers don't always know and don't always
         | share what they know. Adjust advertising campaigns (including
         | turning them off) and see how things change, but changes take a
         | while to filter though. And you've got to do all the other
         | things too --- a lot of new or smaller companies make the
         | mistake of spending a lot on advertisements to drive traffic to
         | them when they can't service the traffic: coupon campaigns that
         | get too many people in, or sending you to a page that's unclear
         | or difficult to use so people bail out, etc.
         | 
         | The article claims 50k visitors, 47 sales, $4000 in ad spend;
         | it's not really clear if that's overall visitor numbers or just
         | from the traffic attributed to advertising. Measuring success
         | by visitor numbers or sales counts was never the right way to
         | measure success; the numeric measure of success for a business
         | should be an accounting measure of net income [1], which is
         | only somewhat related to visitor and sales count. If this
         | business generates $500 of net income for every sale (excluding
         | advertising costs), then $4000 in ad spend to generate 47 sales
         | seems reasonable; if they generate $1 of net income for every
         | sale, then $4000 in ad spend is highly problematic.
         | 
         | [1] GAAP or adjusted as appropriate to the business
        
       | hackthemack wrote:
       | I feel like this was known years ago, but never gained traction.
       | Here is a 2022 article in wired about bots.
       | 
       | https://www.wired.com/story/bots-online-advertising/
       | 
       | And before that, in the 2010s, an employee of ebay discovered the
       | perverse incentives of online advertising. Freakonomics did a
       | podcast on the subject. It is a two parter, but really worth your
       | time if you want to get some of the behind the scenes thoughts
       | and machinations of the advertising industry.
       | 
       | https://freakonomics.com/podcast/does-advertising-actually-w...
        
       | hermitcrab wrote:
       | I recently ran $851 of ads on Reddit and the results were crap.
       | Mean engaged time per active user of 8 seconds (mean - not
       | median!). I makes me wonder if it wasn't mostly bots. If so, who
       | was running the bots?
       | 
       | https://successfulsoftware.net/2025/08/11/what-i-learned-spe...
        
         | pixl97 wrote:
         | I mean it could just be people scraping everything, and as
         | reddit has made that more difficult the scrapers may look more
         | realistic.
         | 
         | That or dark patters that get people to click on ads in the
         | middle of content, where the user instantly backs out once they
         | realize.
        
           | hermitcrab wrote:
           | >dark patters that get people to click on ads in the middle
           | of content, where the user instantly backs out once they
           | realize.
           | 
           | I'm sure that is at least part of it. And if they can be
           | creative about how they get the page to draw, they can get
           | you to click on something unintentionally. The shitty website
           | of my local paper is good at this.
        
         | zeroonetwothree wrote:
         | Reddit seems to have one of the biggest bot problems of any
         | social media.
        
       | max-privatevoid wrote:
       | Perhaps this will eventually lead them to give up on spying on
       | users altogether.
        
       | damethos wrote:
       | I just run into this:
       | 
       | The dead Internet theory is a conspiracy theory which asserts
       | that since around 2016 the Internet has consisted mainly of bot
       | activity and automatically generated content manipulated by
       | algorithmic curation, as part of a coordinated and intentional
       | effort to control the population and minimize organic human
       | activity.
       | 
       | https://en.wikipedia.org/wiki/Dead_Internet_theory
        
       | rudderdev wrote:
       | Bots everywhere
        
       | bluGill wrote:
       | Ads have been around for a long time. If your great-...-grandpa
       | bought a newspaper ad in 1820 he would have been looking to see
       | if the ad worked (back then 90+% of people were farmers who
       | didn't buy ads, but lets assume you had an ancestor then who was
       | a shopkeeper and thus had potential value in ads). He probably
       | didn't have have modern statistics, but he would pay attention to
       | sales and try to figure out how much value the ad generated. (or
       | he liked the guy who ran the newspaper and wanted to buy
       | anyway...
       | 
       | If you are running ads you should be running statistics on them.
       | You should know that you spent $X on ads, and got $Y on sales.
       | This despite how messy the data is (Car manufactures want you to
       | buy a new car every 3 years, so most ads are buy in the future
       | not today - which makes getting answers hard). What matters isn't
       | engagement, clicks, or any other data analysis can give you -
       | they are (or trying to be) a proxy for what matters: how did
       | advertisements affect sales. There are other ways to get that
       | data, those ways have long been known. You shouldn't ignore them
       | - if only to verify that that analysis is still working.
        
       | pmarreck wrote:
       | Is there a market for software that will use whatever tools are
       | available to detect human users from bots and thereby gain some
       | "real" metrics?
       | 
       | Because I could probably write that, and I'm currently (mostly)
       | on the bench
       | 
       | EDIT: It seems that people actually reject this filtering for
       | business-incentive reasons. Well here's what I propose: In order
       | to get out of this "debt", we "pay it off" at some rate. So for
       | example, every week we subtract an additional 1% of the traffic
       | detected as "fake", in order to hopefully get back to some real
       | numbers at some point
        
       | 1718627440 wrote:
       | What I don't get, why are there not some companies bypassing
       | Google and Co. and just pay the website owners directly? That
       | would save a bunch of money for both sides and I don't think
       | placing some old-school GIFs is that much less annoying for the
       | website visitors, so that it would be less effective.
        
       | dbs wrote:
       | We had vibe coding. Now we have vibe engineering. Next stop, vibe
       | faking.
        
       | satisfice wrote:
       | Did I understand you to say that you created a script that
       | watches how random visitors move their mice and scroll?
       | 
       | WTF? I'm pretty sure that's either impossible or you have access
       | to pretty scary malware.
        
         | elmean wrote:
         | google posthog for me
        
         | georgel wrote:
         | There are tons of tools that collect stuff like this,
         | hotjar.com has been a thing for over a decade.
        
       | kqr wrote:
       | This is what frustrated me when I worked in e-commerce. They are
       | blessed with the highest-quality signal ever - the purchase - but
       | it's generated very rarely for anyone who is not Alibaba or
       | Amazon.
        
       | SirMaster wrote:
       | Am I the only one who thinks that websites shouldn't even be able
       | to see a users mouse movement or scrolling?
        
         | shmeeed wrote:
         | Me too, and even though I had heard about it before, I was
         | thankful for the sobering reminder.
        
       | dgfl wrote:
       | It's interesting that this matches _exactly_ the ChatGPT writing
       | style. There's clearly some human data and work behind, but the
       | entire article has the usual "it's not just X, it's ...", bold
       | emphasis on specific words, bullet points, and probably more that
       | I'm just subconsciously picking up.
       | 
       | Nothing wrong with using ChatGPT for help of course, I just found
       | it interesting and kind of ironic given the contents of the
       | article. It would be even more interesting if this was the actual
       | writing style of the author, since this must be what ChatGPT was
       | fine tuned to adhere to. Is it the predominant style of
       | communication in adtech?
        
         | doc_manhat wrote:
         | Yes I saw the AIisms and immediately went to the comments lol.
         | It's interesting I still don't think that it's worth reading
         | stuff that seems so obviously AI generated! If you can't be
         | bothered to write or at least edit it I guess I just by default
         | end up trusting the content less.
        
         | jrochkind1 wrote:
         | Lost me at "It all started with a simple, devastating problem."
         | 
         | Tried to keep going, but "a strange, unsettling feeling crept
         | in," yes indeed.
         | 
         | Also please note OP is marketting copy for an analytics product
         | that presumably says it will filter out bot traffic better?
        
           | BolexNOLA wrote:
           | "Her traitor tears betraying her"
        
         | Animats wrote:
         | The picture looks AI-generated, too, or at least irrelevant
         | clip art.
        
         | jmuguy wrote:
         | Really ironic given the content of this post. Glad that humans
         | are already getting pretty good at clocking this sort of BS
         | quickly, makes it easy to ignore. Maybe a new idiom for our
         | time. Startups want to fail quickly, I want to detect AI
         | generated content quickly so I can move on.
        
         | getnormality wrote:
         | The really ironic thing is that this article demonstrates the
         | correct, purposeful human usage of these stock phrases and is
         | getting skewered for it because it superficially sounds like
         | AI. It's not exemplifying what it's criticizing, it's
         | exemplifying the exact reverse of what it's criticizing.
         | 
         | "It's not X, it's Y" is for when you know your reader will
         | think X, and you want them to understand the difference between
         | the X they are expecting and the Y that is actually the case.
         | 
         | Here are the two "not just" passages in the article:
         | 
         | > Driven by this discrepancy, I built a simple tracking script.
         | It was not a sophisticated piece of software, just a tool
         | designed to observe how "users" actually interacted with the
         | website. I was not just counting clicks; I was watching
         | behavior.
         | 
         | > The bots operating today are disturbingly good. They are not
         | just hitting your site and leaving; they are programmed to
         | mimic engagement, making your marketing ROI calculations
         | dangerously inaccurate. I began to categorize them.
         | 
         | Both of these passages are using the "not just X, but Y" trope
         | in a purposeful, meaningful way, anticipating what a typical
         | audience member might assume and signaling for them to adjust
         | their expectation. Not just trying to maximize the usage of the
         | trope with random non-sequitur values of X and Y, as GPT does.
         | 
         | (Oh dear, I just said it too.)
         | 
         | It would be interesting to assemble a corpus of meaningful
         | human text with superficial use of AI tropes, put it side-by-
         | side with true AI slop, and see who can tell the difference. I
         | suspect that, in the coming years, this will be a test posed in
         | higher education and job interviews.
        
           | dgfl wrote:
           | I mostly disagree.
           | 
           | > I was not just counting clicks; I was watching behavior.
           | 
           | This is completely superfluous. The rest of the paragraph is
           | fine, but the only real ChatGPTism is this one.
           | 
           | > They are not just hitting your site and leaving; they are
           | programmed to mimic engagement
           | 
           | In this case it's a valid sentence. What makes it sound
           | overly AI are the semicolon and the timing, which is exactly
           | the usual "it's not just {1-5 words}; it's {1-5 words}".
           | 
           | Also, perhaps I'm not a typical audience member (I'm not),
           | but I was not assuming any of that. I would try to explain
           | how I parse this kind of language, but the gist is that a 10
           | sentence word with unambiguous meaning doesn't really leave
           | space for interpretation. Your attempt to "anticipate what
           | the audience is thinking" is just a writing style, nothing
           | deep about it.
           | 
           | My point mostly being that, as I mentioned in the parent,
           | this is clearly a text written in the ChatGPT style, with
           | simple yet over-expressive language. I personally heavily
           | dislike the style, but I'm a non native speaker used to
           | either scientific or fiction prose. I don't encounter it too
           | often, and to me it sounds like a parody of Silicon Valley
           | vernacular. Scam alerts immediately start firing in my brain.
           | There's no "good way" of doing it nowadays.
        
       | hsuduebc2 wrote:
       | Does author suggesting that META or Google are building these
       | bots to fake traffic? They are the one's making money from it.
       | 
       | I wouldn't understand what would be motivation of anyone else to
       | create these bots to click on ad's on facebook. It must be the
       | advertising's company.
        
       | crystaln wrote:
       | It's definitely better to know what traffic is real for many
       | reasons, however won't clicks just lower the value of a click and
       | conversion numbers, but leave overall conversion the same?
       | 
       | If conversion rate drops 90%, the value of a click should also
       | drop 90% as companies adjust the bids for ads.
       | 
       | I'm sure this isn't always true in practice and it takes time for
       | bids to adjust. I'm just wondering how much impact this actually
       | has.
       | 
       | And on the other side, if ad companies were better at filtering
       | bots, their clicks become more valuable and companies should be
       | willing to pay more.
        
       | jrochkind1 wrote:
       | Please note the site this appears on, `joindatacops.com` is
       | selling an analytics product? So this is presumably marketing
       | copy about how their product can do better at filtering bots?
       | 
       | "First-party Web Analytics That Powers CRM: Stop losing leads to
       | blockers, bots, and fake clicks. DataCops gives your CRM the real
       | customer journey."
        
       | SigmundA wrote:
       | I have noticed bots posting a various forums, not sure what the
       | angle is as they aren't usually trying to sell anything, just
       | posting AI slop. I am going too assume it's to build up some sort
       | of legitimate looking profile for future use, it's a scourge
       | ruining other wise valuable sources of information.
       | 
       | Here is recent example:
       | 
       | https://diysolarforum.com/threads/ai-bots-are-here-on-diy-so...
        
       | Animats wrote:
       | If your site sells your own product, why does it have third-party
       | ads? They just distract from your own product. Yet apparently
       | they attract click bots.
       | 
       | Is he paying for inbound traffic? To whom? Clearly they're not
       | delivering.
        
       | tiahura wrote:
       | This is news? The whole idea of allowing low-trust countries
       | access to the internet makes little sense.
        
       | buellerbueller wrote:
       | The lies contained in advertising, now fueled by the lies about
       | the viewership of advertising, prop up much of the modern
       | economy.
       | 
       | Advertising: it's lies all the way down.
        
       | jlarocco wrote:
       | I'm not a big fan of AI, but if it kills off online advertising
       | and marketting, maybe there's a silver lining...
        
       | dnw wrote:
       | The other side of this is apparently also true: LLMs Reproduce
       | Human Purchase Intent via Semantic Similarity Elicitation of
       | Likert Ratings - https://arxiv.org/abs/2510.08338
        
       | LunaSea wrote:
       | Since we're talking about bot detection, any library or service
       | recommendations?
       | 
       | I know of fingerprint.js which is semi open source but I have
       | never tried them out. Any feedback?
        
       | mustaphah wrote:
       | Good read, but worth keeping in mind the conflict of interest
       | here - the author's company sells bot-detection tools.
       | 
       | The overall point stands, yet the specific "73% fake traffic"
       | figure should be taken with caution until independent data backs
       | it up.
        
       ___________________________________________________________________
       (page generated 2025-10-15 23:01 UTC)